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What we learned from AI adoption work
Strategy & rollout

The AI rollout framework

Most AI initiatives fail not on the technology but on the strategy behind it. A tool is bought, a few people try it out — and three months later nobody talks about it any more. We developed a framework from our AI adoption work. This chapter is the map for it.

500+
companies reached
50,000+
users
up to 86 %
daily AI usage
3 mo.
to the use cases

Aggregated from real rollouts · peak values anonymised

The framework at a glance

A successful rollout stands on two foundations — and then moves in two directions. Leave one out and you stay stuck in pilot limbo.

1
AI strategy
rollout plan & champions
2
AI platform
AI as the operating system
Go broad
reach every employee
Go deep
integrate every system
  • Foundation 1 — AI strategy: a clear rollout plan and champions as multipliers. Not "who gets the tool" but "how does the whole organisation learn".
  • Foundation 2 — AI platform: a platform that becomes the operating system for work — chat, assistants, workflows, knowledge and integrations in one secure place, instead of ten island solutions.
  • Go broad takes AI to the breadth — to every employee.
  • Go deep takes AI to the depth — into every system and every process.

The five stages of your AI journey

Maturity does not arrive overnight. Almost every organisation goes through the same five stages — the art is going through them deliberately and in the right order.

01
1 · Pilot
find use cases in 3 months
02
2 · Rollout
AI for every employee
03
3 · Integrate
connect systems & cloud
04
4 · Customise
build your own integrations
05
5 · Agents
agents deep in your processes

The first two stages are go broad, the last three go deep. The use-case map shows what people really do with AI at stage 2 — and measuring impact works out what that is worth.

Stage 1 — the three-month pilot programme

A pilot is not a tool test but a guided process with a clear goal: real, measurable use cases in three months. Four building blocks carry it:

Platform
access to the AI platform
Workshops
AI skills & use cases
AI support
professional implementation
Data integration
connect to your systems

Go broad — reaching every employee

AI creates its value in breadth, not in a lighthouse project. "Go broad" has two pillars: enabling people — and anchoring the learning directly in the tool.

  • People enablement: champions as multipliers, community & best practice, events & training, expert sparring. → Change management
  • Platform adoption: learning in the tool — a prompting coach, curated top use cases and prompts, guided starts. → Enablement & training

A good AI strategy is not a document but an operating model: who may do what, with which tool, on which data — and how does the organisation learn?

meinGPT · learnings from AI adoption work

Go deep — integrating every system

For AI to take on real work, it has to reach your systems. Two routes, deliberately separated by risk:

  • RAG search index (read-only): AI searches your knowledge — documents, structured data, specifications — without changing anything.
  • MCP integrations (read & write): AI acts in your systems, with clean permissions. → Automation and governance & security go into depth here.

What matters

The four most common mistakes

The same stumbling blocks appear again and again in AI adoption work:

  • A tool instead of an operating model — handing out licences is not a rollout.
  • Starting too narrow — a single use case proves nothing; the value comes from breadth.
  • Forgetting the champions — without multipliers, adoption peters out.
  • Not measuring impact — measuring activity instead of value loses the management team.

Where to start

Start where the pain is large and the risk is small: recurring writing work, research, summaries. These early wins create the confidence for the more demanding stages. Look in the use-case map for where your team gains most — and take the matching assistants, workflows and prompts from the solution library.

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Together we find the right use cases, connect your systems, and bring AI into daily work in line with your business.